{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_dascmop:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DAS-CMOP\n",
    "\n",
    "DAS-CMOP is a constrained multi-objective test suite with tunable constraints <cite data-cite=\"dascmop\"></cite>. The constraints are tuned using a difficulty triplet: $(\\eta, \\zeta, \\gamma)$, with $\\eta, \\zeta, \\gamma \\in [0, 1]$. The triplet allows to adjust the diversity, the feasibility and the convergence hardness respectively.\n",
    "\n",
    "There are 6 biobjective problems DAS-CMOP1-6 (11 constraints) and 3 three-objective problems DAS-CMOP7-9 (7 constraints). Each of these can be initialized with a custom difficulty triplet or the authors proposed a set of 16 triplets:\n",
    "\n",
    "|No. | Difficulty     | No. | Difficulty     | No | Difficulty     | No | Difficulty\n",
    "|---|---|---|---|---|---|---|---\n",
    "| 1  | (0.25,0.0,0.0) | 2   | (0.0,0.25,0.0) | 3  | (0.0,0.0,0.25) | 4  | (0.25,0.25,0.25)\n",
    "| 5  | (0.5,0.0,0.0)  | 6   | (0.0,0.5,0.0)  | 7  | (0.0,0.0,0.5)  | 8  | (0.5,0.5,0.5)\n",
    "| 9  | (0.75,0.0,0.0) | 10  | (0.0,0.75,0.0) | 11 | (0.0,0.0,0.75) | 12 | (0.75,0.75,0.75)\n",
    "| 13 | (0.0,1.0,0.0)  | 14  | (0.5,1.0,0.0)  | 15 | (0.0,1.0,0.5)  | 16 | (0.5,1.0,0.5)\n",
    "\n",
    "The Pareto fronts are different for each triplet."
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_dascmop1:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DAS-CMOP1 (1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "code": "usage_problem.py",
    "section": "zdt1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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t18+dC4MGZTP48+aVpidJUk0xoEtSU//8Z2HjZs+Gvn1h+HC/TCpJKooBXZKaWrq0uPHTpmVfUt1+e1i+PE1PkqSaYkCXpKaGDUtTZ+JE6NQJ9t8/2xVGkqQ8GdAlqalTTklb78Yboa4ufV1JUtUyoEtSU/vsA5tumr7uBRdkQf33v09fW5JUVQzoktRUfT08/nhp9jePEb79bejcGR59NH19SVJVMKBLUnPdu8NLL+W3H3ohli2DUaOyXV9ef70095AkdVgGdElqyY9+lM16n3xyaerPmweDB2dfTP3oo9LcQ5LU4RjQJak1F1yQBfXvfKc09adPh65ds/Xv7vgiSTXPgC5J+frNb7IAvf/+pal/663ZF0nPO6809SVJHYIBXZLa6i9/yR5CtPPOpak/bly2h/oDD5SmviSpohnQJakQdXVw//3Z2vGRI9PXX74cRo+G/v3hnXfS15ckVSwDuiQVo0sXeP757Auf66yTvv5778HAgbDddllolyRVvWQBPYQwOIRwZQhhdgjhoxDCzBDCxSGEfm2ss0MI4W+58R+GEGaFEP4RQtgjVa+SlFzv3vCf/8Crr0KvXunrP/ZYtuxl3Lj0tSVJFSVJQA8hbAhMAsYCjwMXAS8DxwMTQwgD8qxzFPAQsGvueBHwALAzcEcIwT+ZJFW2z3wG5s+HRx7JHkiU2nnnZUH94YfT15YkVYRUM+iXA2sAx8UY940xnhpj3IUsYA8Hzm2tQAihMzAe+BDYMsZ4SIzxtBjjIcBWwEfAuBDCaol6lqTS2X57WLIErrwyfe3ly2HHHWHNNbO/DEiSqkrRAT2EsAGwGzATuKzZ6TOBhcAhIYQerZTqD/QBpsUYX2x6IsY4BZgGdAN6FtuzJLWbsWOzrRlPPDF97TlzoE8f2Htv90+XpCqSYgZ9l9xxQoyxoemJGOMC4BGgO7BtK3XmAG8Dw0IIQ5ueCCEMA4YCz8QY5yboWZLa14UXZjPfu+zS+rVtddttUF8P112XvrYkqd2lCOjDc8dpLZyfnjsOW1WRGGMEjsn1NCmEcE0IYXwI4Vqy9e2TgQPyaSiEMGllL2DjfMZLUknU1cE998CCBbDuumlrxwiHHgq77eZsuiR1cCkCep/ccV4L5xvf79taoRjjX8hm5N8HDgVOBQ4hWyZzFdkXTyWpY+vZE2bNgmnToFu3tLXvvjtbViNJ6rDaYx/0kDu2OqUTQjgY+CfZDi4jyJbGjADuAX4J3JDPDWOMW67sBUwt5AeQpJIYOhQWLYIb8vqtLX/XXAOvvJK2piSp3aQI6I0z5H1aON+72XUrlVtnfiXZUpZDYoxTY4yLY4xTyWbRJwEHhBBGF9+yJFWQb3wjW5by3e+mq/mrX6WrJUlqVykCeuOOKy2tMW/8wmdLa9Qb7QZ0Bh5YyZdNG4AHc7/cspAmJani/frXsHQpjBxZfK1nny2+hiSpLFIE9Ptyx91CCCvUCyH0AkYBi4HHWqnTuL/5wBbON76/pJAmJalD6NQJnn8+W6Peo7XdaVdhNR8ZIUkdVdEBPcY4A5gArEe2C0tTZwE9gGtjjAsb3wwhbBxCaL6jykO54/4hhM2bngghfA7Yn2wd+73F9ixJFW/ddeGDDwpfn16K7RwlSe0i1ZdEjybbx/ySEMItue0R7wVOJFvaMq7Z9VNyr4/FGB8n26mlG/BECOGGEMJPQwh/Av4FdAV+EWOcnKhnSap8jevTv/nN/Md07QqHHVa6niRJJZUkoOdm0bcCrga2AU4GNgQuAbZrw8OFjgTGAhOB3XN1/gt4GPhWjLEEj+KTpA7g//4PFi+GwYNXfV0IcOWV0K9f+/QlSUquU6pCMcbXyMJ1PteGFt6PZCH/6lR9SVLV6NoVXnsNnngCvvxlmDNnxfMbbQQXXwxf+lJ5+pMkJZEsoEuS2snWW8Nbb8G778KDD2Yz6xttBFttlc2gS5I6NAO6JHVU/fvDvvumqzd1KjzySBb4t9gCttvOwC9JZWBAl6RaN20aHHFEFs6b6tQJjj8eLrigPH1JUo1KtYuLJKkjmj4dttnm0+EcYNky+PnPoXPnbG92SVK7MKBLUi07+mh4//1VX7NsGWy+OYwaBQ0Nq75WklQ0A7ok1aqXXoJ//jP/6x99FOrr4c47S9eTJMmALkk16/HHCxu3554wbFg2sy5JSs6ALkm1KsbCx06fnq1Nv+aadP1IkgADuiTVrs99rvgahx8O66wDH31UfC1JEmBAl6TatemmMHx48XVmz86ecnrxxcXXkiQZ0CWppl17bbpaJ54IAwfCokXpakpSDTKgS1It+8IX4Kab0tV75x3o0QPOPz9dTUmqMQZ0Sap1X/0qvPsu9O2bruZ//zesvjp88EG6mpJUIwzokiTo1w/eew8uuihdzblzoVcv+NnP0tWUpBpgQJckfeKEE2DJEhgyJF3NH/3ItemS1AYGdEnSijp3hpkz4ZZb0tVsXJt+2WXpakpSlTKgS5JWbp99YPnyNPulNzr2WBg8OJullyStlAFdktSyujp4+ml46CEIIU3N11+H1VaD//u/NPUkqcoY0CVJrdthB2hogNGj09U88EAYMSKrK0n6mAFdkpS/++6DZ57JZtZTmDoV6uvh3nvT1JOkKmBAlyS1zWc/m61N33PPdDV33RV22gliTFdTkjooA7okqTD/+Ae88EI2A57CQw9lO8hMnZqmniR1UAZ0SVLhNt0Uli1LN5u+fHm2Ln3s2DT1JKkDMqBLkor3j3/As8+mm02/+mro2TN7uqkk1RgDuiQpjc03z2bTx4xJU2/hQujfHy66KE09SeogDOiSpLTuvRceeyzdvuknnQRDhmThX5JqgAFdkpTeNttk68m32ipNvVmzsi+Q3n9/mnqSVMEM6JKk0ggBnngC7rorXc0xY2CvvdLVk6QKZECXJJXWbrtls+kbbZSm3h13QLduMGdOmnqSVGEM6JKk0qurg+nT4aqr0tT78ENYc0345z/T1JOkCmJAlyS1n8MPz3ZnGTAgTb3dd4eXXkpTS5IqhAFdktS+uneHd96B008vvlZDAxx9dPF1JKmCGNAlSeVx7rnwxhuw2mrF1bnnHpg7N01PklQBDOiSpPJZa61sPfk++xReo6EBpk1L15MklZkBXZJUfrfcAv/6V+Hj6+vT9SJJZWZAlyRVhi98IXta6LBhbRvXqxeMHFmaniSpDAzokqTKUV8PL74Il1+e/5hvfzv74qkkVQkDuiSp8hx1FLz/fjY7viqbbgpnntk+PUlSOzGgS5IqU58+MH8+nHNO9uTQpjp3hsMOg4ceyq6TpCrSqdwNSJK0SuPGZXumP/lk9jTSbt1gxx1h9dXL3ZkklYQBXZJU+UKArbfOXpJU5VziIkmSJFUQA7okSZJUQVziIkmqTa++Cvfemz3JdOhQGDPGBx5JqggGdElSbXnzTfjud+G22yDGT97v3BlOPBF++tPy9SZJuMRFklRL3n4btt8e/v73FcM5wNKlcP752baNH3xQnv4kCQO6JKmW/PjH8Morq75m/vzsAUl3390+PUlSMwZ0SVJtWLAArr46/+t32w0OPbRk7UhSSwzokqTaMHly9oXQtrjuOlh7bVi2rDQ9SdJKGNAlSbWhoaGwcW++CV26wL//nbYfSWqBAV2SVBtGjIC6Av/YixE23RR+8pO0PUnSShjQJUm1oV8/2H334mqcdhpsvfWnd4CRpIQM6JKk2nHFFYXPojd68kno3h3mzUvTkyQ1Y0CXJNWOz3wGHnqo+Doffgh9+8I99xRfS5KaMaBLkmrL9ttnDyzq0qX4Wl/8Ihx1VPF1JKkJA7okqfasvno2C77FFsXXuuIK2Ggj16VLSsaALkmqTSHApElw/vnF15oxA1ZbDebMKb6WpJpnQJck1bZTToFp07LAXoylS2HNNeFvf0vTl6SaZUCXJGno0CxgDxpUfK1994WxY4uvI6lmGdAlSQKor4fXX4fDDy++1tVXwwYbFP70Ukk1zYAuSVJTV10Fd9xRfJ1XXoFu3eCdd4qvJammGNAlSWpujz3gvfeyL34WY8kSGDgwTeCXVDMM6JIkrUzfvtlWjJ/7XPG19toLTjih+DqSakKygB5CGBxCuDKEMDuE8FEIYWYI4eIQQr8Cam0WQrg2hPBartacEMIDIYRDU/UrSVJenn4afvzj4uv84hew2Wbuly6pVUkCeghhQ2ASMBZ4HLgIeBk4HpgYQhjQhlqHA08D+wIPAT8H/goEYK8U/UqS1CZnnQWPP158nRdegJ49YeHC4mtJqlqdEtW5HFgDOC7GeGnjmyGEC4ETgXOB77dWJISwLfA74AVgjxjjm83Od07UryRJbbP11rB4MayxBixYUHidRYuykP7002mWz0iqOkXPoIcQNgB2A2YClzU7fSawEDgkhNAjj3LnA/XAwc3DOUCMcWlx3UqSVISuXWH+fBg1qvhan/88XHRR8XUkVZ0US1x2yR0nxBhX2PA1xrgAeAToDmy7qiIhhMHAjsCTwOQQwpgQwg9DCCeHEHYNIeTdawhh0spewMZt+cEkSVqphx+G8eOLr3PSSfDlLxdfR1JVSRHQh+eO01o4Pz13HNZKna2bXH9v7vUz4ALgn8AzIYSNiuhTkqR0Tj0Vnnqq+Dq33w6DB/tQI0kfSxHQ++SO81o43/h+31bqrJE7fh0YAeyXq70RcB2wGXB7CKFLaw3FGLdc2QuY2tpYSZLy9vnPZ2vKe/Uqrs7rr2fLZ+bOTdOXpA6tPfZBD7lja/tK1Tc5fjvGeHOMcX6McQZwGNnSl2HA10rTpiRJBejWLVuXvvXWrV+7KkuXwuqrw4MPpulLUoeVIqA3zpD3aeF872bXteS93PEj4B9NT8QYI/C33C+/0NYGJUkquccfh9NOK77OzjvDeecVX0dSh5UioL+YO7a0xnxo7tjSGvXmdRY0/7JpTmOA79aG3iRJaj/nnQf33198nXHjYM89i68jqUNKEdDvyx13a77TSgihFzAKWAw81kqd54B3gNVDCGuu5PzI3HFm4a1KklRiO+8M770HXVr9ytSq3XmnXx6ValTRAT23RnwCsB5wTLPTZwE9gGtjjB8/Ni2EsHEIYYUtD2OMy4Bf5355ftOwH0LYDDgcWEb2VFFJkipX377ZQ43WX7+4Oq+/nq1xn9faKlFJ1STVl0SPBuYAl4QQbgkhjA8h3Ev2FNFpwLhm10/JvZo7j2ym/VDgyRDChSGE64B/AV2B/44xvpSoZ0mSSqeuDl5+Gb71reLqLFmSBf4UWzpK6hCSBPTcLPpWwNXANsDJwIbAJcB2Mca89o2KMS4CdiWbee9ONiP/FeBRYK8Y44Up+pUkqd388Y/w298WX2fLLeHGG4uvI6nidUpVKMb4GjA2z2vDKs4tAv4n95IkqeP79rdh1CjYZJPi6hxwADz7LGy2WZq+JFWk9tgHXZIkjRiRrUvv3r3wGjHCQQel60lSRTKgS5LUXrp2hYULi5tJf/55eMmvY0nVzIAuSVJ7mzwZjjii8PFPPJGuF0kVx4AuSVI5/P73cNVV5e5CUgUyoEuSVC6HHw4vvND2cVtskbwVSZXDgC5JUjltuil88EG2Pj0fo0fD8OElbUlSeRnQJUkqtx49si+Ptha8e/aESy9tn54klY0BXZKkSlBXB1Onwvnnr3w2/bOfhYcfhpEj2783Se0q2YOKJElSAqecAiedBHfdlW2pWF8PO+wA22wDocXn/EmqIgZ0SZIqTX097LVX9pJUc1ziIkmSJFUQA7okSZJUQQzokiRJUgUxoEuSJEkVxIAuSZIkVRB3cZEkqdotXw533gk33wzvvAODBsFRR8Fmm5W7M0krYUCXJKmaTZ0KX/kKTJ++4vu/+hUMHQoTJ8KAAeXpTdJKucRFkqRqNXs27LTTp8N5o+nTYeBAeO659u1L0ioZ0CVJqlY/+xm8/faqr4kRPvtZuPXW9ulJUqsM6JIkVaOlS+H3v8//+n32gQsvLF0/kvJmQJckqRrNmQMLFrRtzMknw9FHl6YfSXkzoEuSVI1WW62wcb/6Fey+e9peJLWJAV2SpGo0YAAMHlzY2AkTYOTItP1IypsBXZKkahQCnHJK4eMnT4a11oKGhnQ9ScqLAS8p0u0AACAASURBVF2SpGp17LHwmc8UPv6tt6B3b1iyJF1PklplQJckqVrV1cFLL2Uhu1ALF0L37vD+++n6krRKBnRJkqpZ585ZuB40qPAay5dDv37wyivp+pLUIgO6JEnVLgR4/XXYaqvi6mywATz+eJqeJLXIgC5JUq144gk44IDiamyzjU8dlUrMgC5JUi3585/h1FOLq7HPPnDZZWn6kfQpBnRJkmrN+PHw298WV+PYY+GMM9L0I2kFBnRJkmrRt78Nd99dXI1zz4WxY9P0I+ljBnRJkmrVF7+YPZCoGFdfDXvskaQdSRkDuiRJtWyTTbIHEtUVEQnuuqv4HWIkfcyALklSrVtjDViwAFZbrfAakybBhhum60mqYQZ0SZKUPS104ULo27fwGi+/nIX9GNP1JdUgA7okScrU18N778GQIYXXePtt6N0bli1L15dUYwzokiRpRTNnwhZbFD7+gw+gZ09YvDhZS1ItMaBLkqRPmzSpuN1ZPvoIevXKZuQltYkBXZIkrdwdd8CRRxY+fvlyGDAA3ngjXU9SDTCgS5Kklv3ud8U9MTRGGDQIpk9P15NU5QzokiRp1c4+Gy67rLgaw4bB00+n6UeqcgZ0SZLUuqOPhptuKq7GFlvA/fcnaUeqZgZ0SZKUn69+FR54oLgaY8bArbem6UeqUgZ0SZKUv512guefL67GPvvA9den6UeqQgZ0SZLUNiNHwqxZxdU4+GC4/PI0/UhVxoAuSZLabt11Ye5cqCsiShxzDPzkJ+l6kqqEAV2SJBWmf3+YPx86dy68xmmnwbhx6XqSqoABXZIkFa5HD1i4ELp3L7zGeefBccel60nq4AzokiSpOJ07ZzPpffoUXuPSS+GII9L1JHVgBnRJklS8+np4911Ya63Ca1x1FXzzm+l6kjooA7okSUqjrg7eeAPWX7/wGn/6U7YNo1TDDOiSJCmtl1+GzTYrfPytt8Juu6XrR+pgDOiSJCm9556DbbYpfPzdd8NXvpKuH6kDMaBLkqTSeOwx+OIXCx//97/7MCPVJAO6JEkqnbvvhn33LXz8KafAsmXp+pE6AAO6JEkqrZtvhoMPLmzsokVw++1p+5EqnAFdkiSV3nXXwfe+V9jYF15I24tU4QzokiSpfVxxBZx0UtvH1den70WqYAZ0SZLUfn7+czjjjLaN2WGH0vQiVSgDuiRJal9nnw3jx+d37ciRMGpUafuRKowBXZIktb9TT4XLLlv1NT17wjXXQAjt05NUIZIF9BDC4BDClSGE2SGEj0IIM0MIF4cQ+hVRc6cQwvIQQgwhnJOqV0mSVAGOPjp7oNEmm3z63OjR8MgjsMUW7d6WVG6dUhQJIWwIPAqsAfwNmAp8ATge2COEMCrGOLeNNXsB1wCLgJ4p+pQkSRVms81g8mR4+WV44gloaMhC+fDh5e5MKpskAR24nCycHxdjvLTxzRDChcCJwLnA99tY8xdAH2B8brwkSapWG2yQvSQVv8QlhLABsBswE2i+mOxMYCFwSAihRxtq7gOMBY4DZhfboyRJktRRpFiDvkvuOCHG2ND0RIxxAfAI0B3YNp9iIYQ1gN8Ct8QY/5CgP0mSJKnDSLHEpXGR2LQWzk8nm2EfBtyTR73fkP3Foa1LYj4WQpjUwqmNC60pSZIktYcUAb1P7jivhfON7/dtrVAI4QhgH+AbMca3EvQmSZIkdSipviS6Ko2bl8ZVXhTCesDFwF9ijH8u5oYxxi1buMckwP2aJEmSVLFSrEFvnCHv08L53s2ua8mVwGLg6AQ9SZIkSR1SioD+Yu44rIXzQ3PHltaoN9qCbKvGt3MPJoohhAhclTs/LvfeLcW1K0mSJFWuFEtc7ssddwsh1DXdySX3sKFRZDPjj7VS51qy3V6aGwrsBDwDTAKeLrpjSZJU/ebNg/feg/79oXfv1q+XKkTRAT3GOCOEMIFsp5ZjgEubnD4L6AH8Osa4sPHNEMLGubFTm9Q5bmX1QwiHkwX022OMZxTbryRJqnL33Qfnnw933vnJe1ttBT/7GYweXba2pHyl+pLo0cCjwCUhhF2BKcA2wBiypS3jml0/JXcMSJIkpXLFFXDUUZ9+/8knYcwYOPhguO669u9LaoMUa9CJMc4AtgKuJgvmJwMbApcA28UY56a4jyRJUoueemrl4bypP/whC+pSBUu2zWKM8TVgbJ7X5j1zHmO8miz4S5IktezSS1u/BuD++2H33eGuu0rajlSoJDPokiRJZXfTTflfO2EC7Ltv6XqRimBAlyRJ1WHhwtavaepvf4Nvfas0vUhFMKBLkqTqMGBA28fccAMceWT6XqQiGNAlSVJ1OPDAwsZdeSWccELaXqQiGNAlSVJ1GDcO6usLG/uLX8Dpp6ftRyqQAV2SJFWH1VeHv/618PHjx8NPfpKuH6lABnRJklQ99t0XLrmk8PGnnQaXX56uH6kABnRJklRdfvCDbDa8UMccA9dem64fqY0M6JIkqfqceiqcdVbh4w87DG65JV0/UhsY0CVJUnX68Y/hRz8qfPxXvwr33JOuHylPBnRJklS9fvpTOPbYwsd/8YvwxBPp+pHyYECXJEnV7dJL4YgjCh//hS/A5Mnp+pFaYUCXJEnV7/e/hwMOKHz8yJEwa1a6fqRVMKBLkqTa8Oc/w5e+VPj4IUPg7bfT9SO1wIAuSZJqx223wc47Fz5+rbVg/vx0/UgrYUCXJEm15f77YcstCxvb0JA9sXTJkqQtSU0Z0CVJUu158kkYMaKwsUuXQt++sGxZ2p6kHAO6JEmqTf/+d7auvBCLF8Maa2Qz6lJiBnRJklS7Zs6ENdcsbOx778G66yZtRwIDuiRJqnWzZ0OfPoWPLXSpjNQCA7okSaptdXXwzjvQrVth46dOhe22S9uTapoBXZIkqVMnmDcPunQpbPxjj8GXv5y2J9UsA7okSRJA587ZTHpdgfHo9tvhyCPT9qSaZECXJElq1KsXzJlT+Pgrr4TTT0/Xj2qSAV2SJKmpAQPgtdcKHz9+PPzyl+n6Uc0xoEuSJDU3eDA8/3zh43/wA/jLX9L1o5piQJckSVqZkSPhkUcKH//1r8NDD6XrRzXDgC5JktSS7beHW28tfPxOO8GUKen6UU0woEuSJK3K3ntnX/4s1CabwFtvpetHVc+ALkmS1JqxY+HccwsfP2gQLFiQrh9VNQO6JElSPk4/HU44obCxDQ0wcCAsW5a2J1UlA7okSVK+LroIDjigsLEffQSrrw4xpu1JVceALkmS1BZ//jOMGVPY2HnzYL31kraj6mNAlyRJaqt774XNNits7KxZsOWWaftRVTGgS5IkFeK552CddQob+9RT8JWvpO1HVcOALkmSVKhZs6BPn8LG/v3vcMwxaftRVTCgS5IkFaquDt5+G7p0KWz85ZfDBRek7UkdngFdkiSpGJ07w7vvQn19YeNPOQVuvDFtT+rQDOiSJEnF6tEjW+5SqP33h8ceS9ePOjQDuiRJUgqDBsGUKYWP3357mD07XT/qsAzokiRJqWy8cbYFYyFihNGjk7ajjsmALkmSlNKYMfCHPxQ2dvr0bPtG1TQDuiRJUmoHHQTnnFPY2OuuS9uLOhwDuiRJUimMGwff+17bx82Zk74XdSgGdEmSpFK54grYffe2jRkwoDS9qMMwoEuSJJXSnXfCyJH5X//1r5euF3UIBnRJkqRSe/55WHfd1q/bYQfYZpvS96OKZkCXJElqDzNnrjp8b7IJ/OUvEEK7taTKZECXJElqD3V1MHEi3HwzbLUV1NdnYXzYMLjwwuxJomutVe4uVQE6lbsBSZKkmhEC7Ltv9ooxe9U5X6oVGdAlSZLKIQSXs2il/CubJEmSVEEM6JIkSVIFMaBLkiRJFcSALkmSJFUQA7okSZJUQQzokiRJUgUxoEuSJEkVxIAuSZIkVRADuiRJklRBDOiSJElSBTGgS5IkdWQffgjXXAO77AIbbQSf+xyccw688065O1OBOpW7AUmSJBVo5kzYfXeYNm3F9599Fs46C66+Gg46qBydqQjJZtBDCINDCFeGEGaHED4KIcwMIVwcQuiX5/geIYSDQgh/DCFMDSEsDCEsCCE8GUI4OYTQJVWvkiRJHd7ixSsP542WLYODD4YrrmjfvlS0JAE9hLAhMAkYCzwOXAS8DBwPTAwhDMijzI7AH4DdgReAS4H/A9YBLgDuCyF0TdGvJElSh/enP7Uczps66ii4//6St6N0Ui1xuRxYAzguxnhp45shhAuBE4Fzge+3UuNN4GDgLzHGJU1q9ALuB7YHjgF+nqhnSZKkjuvqq/O/dswYeO01GDy4ZO0onaJn0EMIGwC7ATOBy5qdPhNYCBwSQuixqjoxxmdijNc3Dee59xfwSSgfXWy/kiRJVeGVV9p2/ZAh2bIYVbwUM+i75I4TYowNTU/EGBeEEB4hC/DbAvcUeI+lueOyfC4OIUxq4dTGBd5fkiSpsnTr1rbrGxpgrbXg/fchhNL0pCRSrEEfnju2tAhqeu44rIh7HJE73llEDUmSpOqx995tHzN/Pmy6afpelFSKgN4nd5zXwvnG9/sWUjyEcCywB/AMcGU+Y2KMW67sBUwtpAdJkqSKc8ophY2bMgX23z9tL0qqPR5U1Pj/UGKbB4awH3Ax2RdIvxZjXNrKEEmSpNqwxhpw9tmFjb3xRjjvvLT9KJkUAb1xhrxPC+d7N7suLyGEfYEbgDnA6Bjjy4W1J0mSVKXOOAN23LGwsePGwe23p+1HSaQI6C/mji2tMR+aO+axUWcmhHAA8BfgLWDnGOOLrQyRJEmqTQ8+WPj2iV/+MsyYkbYfFS1FQL8vd9wthLBCvdwe5qOAxcBj+RQLIRxI9oCi2WThfHorQyRJkmrbzJlt39Wl0dChsHBh0nZUnKIDeoxxBjABWI/sQUJNnQX0AK6NMX78yYcQNg4hfGrLwxDCYcB1wCxgJ5e1SJIk5aG+Ht56q7DtE2OEtdfOjqoIqZ4kejTwKHBJCGFXYAqwDTCGbGnLuGbXT8kdP/63KIQwhmyXljqyWfmx4dP/kr0fY7w4Uc+SJEnVo1cveOGFwrZRXLAgG/fvf6fvS22WJKDHGGeEELYC/pdsS8S9gDeAS4CzYozv5lFmCJ/M6B/RwjWvku3qIkmSpOY22STboeVrX2v72ClT4JvfhBtuSN+X2iTZNosxxtdijGNjjGvHGLvEGIfEGI9fWTiPMYYYY2j23tWN76/itV6qfiVJkqrSfvtlu7sU4k9/gosuStuP2qw99kGXJElSezr7bNhzz8LGnnQSPPBA2n7UJgZ0SZKkavSPf8CGGxY2dvRomD07aTvKnwFdkiSpWk2bBj16FDZ2vfVgqQ9xLwcDuiRJUrWqq8u2X6wrIPItXVr4A5BUFAO6JElSNevRI9t+sRBz5sBOO6XtR60yoEuSJFW7ESPgr38tbOxDD8HJJ6ftR6tkQJckSaoFX/sanHpqYWMvvDDbX13twoAuSZJUK8aPhzFjChu7//7w0ktp+9FKGdAlSZJqyb33wjrrFDZ2+HBYtChtP/oUA7okSVKtefVV6NKl7eMaGmDQIIgxfU/6mAFdkiSp1tTXw3/+U9jYefNgq63S9qMVGNAlSZJq0cCBMHFiYWOfegqOOSZtP/qYAV2SJKlWbbstXHJJYWMvvxxuuCFtPwIM6JIkSbXtBz+AAw8sbOy3vgVTp6btRwZ0SZKkmnf99bDxxoWN3XRTWLw4bT81zoAuSZIkmDwZevRo+zh3dknOgC5JkiSoq4M338yObfX++7DNNul7qlEGdEmSJGV69oSnny5s7BNPwIknpu2nRhnQJUmS9InNN4errips7MUXw803p+2nBhnQJUmStKLDD4exYwsbu99+MHNmym5qjgFdkiRJn3blldkOLYUYOhSWLEnbTw0xoEuSJGnlnn8eevVq+7hly2DIkPT91AgDuiRJklYuBHjttcLGvvkm7LFH2n5qhAFdkiRJLevTB559trCxd90F48en7acGGNAlSZK0aptvDr/+dWFjTz8dHn44bT9VzoAuSZKk1n33u/CtbxU2dscdYd68tP1UMQO6JEmS8vPHP2Y7tBRi0CBoaEjbT5UyoEuSJCl/U6dCt25tH7doUbZURq0yoEuSJCl/dXWF7+wyeTIcdVTafqqQAV2SJEltM2AAPPRQYWOvuAJuvDFtP1XGgC5JkqS222EHOPvswsbuvz+8+mrafqqIAV2SJEmFOeMM2HXXwsYOG5Y9cVSfYkCXJElS4f75Txg4sO3jliyBMWPS91MFDOiSJEkqzqxZUF/f9nEPPwzTpqXvp4MzoEuSJKk4Xbtm2y8W4oIL0vZSBQzokiRJKt5GG8G117Z93HPPpe+lgzOgS5IkKY1DDoFDD23bmEIeelTlDOiSJElK55prYOjQ/K8fNap0vXRQBnRJkiSlNXUq9OjR+nV1dfCd75S+nw7GgC5JkqS06upgxgzo2XPV1/30pzBkSPv01IEY0CVJkpTemmtm2y/utVcW2JsaNAh++1v44Q/L01uF61TuBiRJklSl+vWD22+HN96ACRPggw9g/fXhv/4LOncud3cVy4AuSZKk0lp7bTjssHJ30WG4xEWSJEmqIAZ0SZIkqYIY0CVJkqQKYkCXJEmSKogBXZIkSaogBnRJkiSpghjQJUmSpApiQJckSZIqiAFdkiRJqiAGdEmSJKmCGNAlSZKkCmJAlyRJkiqIAV2SJEmqIJ3K3YAkSZKUt4YGuPde+P3vYcYM6NoVvvQlOOIIGDiw3N0lYUCXJElSxzB/Puy/P9x994rvP/QQjBsHv/lNFtQ7OJe4SJIkqfLFCN/85qfDeaPly+HII+HSS9u3rxIwoEuSJKnyTZwId9zR+nXHHQeTJ5e+nxIyoEuSJKnyXX11/td+9rPw4Ycla6XUDOiSJEmqfDNm5H/t8uUwdGjpeimxZAE9hDA4hHBlCGF2COGjEMLMEMLFIYR+bazTPzduZq7O7Fzdwal6lSRJUgfTtWvbrv/Pf+Cww0rTS4klCeghhA2BScBY4HHgIuBl4HhgYghhQJ51BgATc+Nm5Oo8nqs7KYSwQYp+JUmS1MHss0/bx1x7Ldx2W/peSizVDPrlwBrAcTHGfWOMp8YYdyEL2MOBc/Oscx4wDLgoxrhrrs6+ZIF9jdx9JEmSVGsOPRQ6d277uP32gw8+SN9PCRUd0HOz2rsBM4HLmp0+E1gIHBJC6NFKnR7AIbnrz2x2+pe5+rs7iy5JklSDunaFX/6y7eOWLoWzz07fTwmlmEHfJXecEGNsaHoixrgAeAToDmzbSp3tgG7AI7lxTes0ABNyvxxTdMeSJEnqeL77Xdi2tUi5Etdem76XEkrxJNHhueO0Fs5PJ5thHwbcU2QdcnVWKYQwqYVTG7c2VpIkSRXs0Uehd++2LVt5661sZ5f6+tL1lVCKGfQ+ueO8Fs43vt+3nepIkiSpWoUAs2a1bUx9PdR1nN3FU8ygtybkjrG96sQYt1xpgWxmfYsi+5AkSVI59esHt94KX/lKftePHp0F+w4ixV8lGme2+7Rwvnez60pdR5IkSdVu773h29/O79pjjy1tL4mlCOgv5o4trQ1vfIxTS2vLU9eRJElSLfjtb7NtFFflO9/Jf6a9QqQI6PfljruFEFaoF0LoBYwCFgOPtVLnsdx1o3LjmtapI/uiadP7SZIkqdbdeCP85jew1lorvr/OOvDzn8MVV3So5S2QIKDHGGeQbYG4HnBMs9NnAT2Aa2OMCxvfDCFsHEJYYUeVGOMHwHW56/+nWZ1jc/XvijG+XGzPkiRJqiLf+Q68/jpMnAi33AIPPggzZ8JJJ3WoL4c2SvUl0aOBR4FLQgi7AlOAbcj2LJ8GjGt2/ZTcsflfZ04HRgMnhRA+BzwOjAD2Aebw6b8ASJIkSVkQL2SP9AqU5K8UuVn0rYCryYL5ycCGwCXAdjHGuXnWmUv2wKJLgI1ydbYBrgK2zN1HkiRJqlrJtlmMMb4GjM3z2hYXAsUY3wWOz70kSZKkmtLxFuVIkiRJVcyALkmSJFUQA7okSZJUQQzokiRJUgUxoEuSJEkVxIAuSZIkVRADuiRJklRBDOiSJElSBTGgS5IkSRXEgC5JkiRVEAO6JEmSVEEM6JIkSVIFMaBLkiRJFcSALkmSJFWQEGMsdw/tJoQwt1u3bv1HjBhR7lYkSZJUxaZMmcLixYvfjTEOaOvYWgvorwC9gZllbgVg49xxalm7UKn4+VY3P9/q5udb3fx8q1+lfMbrAfNjjOu3dWBNBfRKEkKYBBBj3LLcvSg9P9/q5udb3fx8q5ufb/Wrhs/YNeiSJElSBTGgS5IkSRXEgC5JkiRVEAO6JEmSVEEM6JIkSVIFcRcXSZIkqYI4gy5JkiRVEAO6JEmSVEEM6JIkSVIFMaBLkiRJFcSALkmSJFUQA7okSZJUQQzokiRJUgUxoCcSQhgcQrgyhDA7hPBRCGFmCOHiEEK/Ntbpnxs3M1dndq7u4FL1rtYV+/mGEHqEEA4KIfwxhDA1hLAwhLAghPBkCOHkEEKXUv8MWrVU/w03q7lTCGF5CCGGEM5J2a/aJuXnG0LYLIRwbQjhtVytOSGEB0IIh5aid7Uu4Z/BO4QQ/pYb/2EIYVYI4R8hhD1K1btWLYSwfwjh0hDCQyGE+bnfT/9QYK3kv8+Xig8qSiCEsCHwKLAG8DdgKvAFYAzwIjAqxjg3jzoDcnWGAfcCTwAbA/sAc4DtYowvl+JnUMtSfL6539zvAN4F7gNeAvoDewNr5ervGmP8sEQ/hlYh1X/DzWr2Ap4DVgd6AufGGM9I2bfyk/LzDSEcDvwOWATcBswE+gIjgdkxxm8mbl+tSPhn8FHA5cBC4GbgP8BgYD+gO3BGjPHcUvwMalkI4Rngs8AHZJ/JxsD1McaD21gn+e/zJRVj9FXkC7gLiMAPmr1/Ye79K/Ks8+vc9Rc2e/+43Pt3lvtnrcVXis8X+BxwENCl2fu9gEm5OieX+2et1Veq/4abjb2S7C9kp+dqnFPun7NWXwl/j94WWAY8A6y1kvOdy/2z1uIr0e/RnYH3gcXA8GbnRgAfkv2lbLVy/7y19iIL0EOBAIzOfaZ/KMe/J+35cga9SCGEDYAZZLMoG8YYG5qc6wW8QfYv1RoxxoWrqNMDeBtoANaOMS5ocq4ud4/1cvdwFr2dpPp8W7nHgcD1wG0xxr2LblptUorPOISwD3ALcAjQCbgKZ9DLIuXnG0J4ENgR2CzG+ELJmlbeEv4ZvCbwJvBcjPGzKzn/HLAZsHqspFnWGhNCGE32f6HbNIPeHn+Wp+Ya9OLtkjtOaPqBA+RC9iNk/2ts21bqbAd0Ax5pGs5zdRqACblfjim6Y7VFqs93VZbmjsuKqKHCJf2MQwhrAL8FbokxFrROUkkl+Xxz3wPaEXgSmBxCGBNC+GHuOyS75iZS1P5S/fc7h2ySbFgIYWjTEyGEYWQzuM8Yzjus9vizPCl/Qyne8NxxWgvnp+eOw9qpjtJqj8/liNzxziJqqHCpP+PfkP3e+v1imlIyqT7frZtcf2/u9TPgAuCfwDMhhI2K6FOFSfL5xmw5wTFk/+1OCiFcE0IYH0K4lmwZ4mTggAT9qjw6XMbqVO4GqkCf3HFeC+cb3+/bTnWUVkk/lxDCscAeZGtaryykhoqW7DMOIRxB9qXub8QY30rQm4qX6vNdI3f8OvAO2RcH7wEGAmeSLWe6PYT/3979hMhRRHEc/72ISlZUiAY9RFgQQw5GRCEJCcTksuLJxU1ARMkKOakIojcvEXLyIBvQ6x7Wg+IGEg8KCv7NJQhB8OJGELOKBv9g/AfiH3weXg0ObU92Z7p6u4b5fqBpZrqnppo33fO6u6radrr7n6NXF0PKtv+6+7KZfSPpFUn9I/J8q2imRvPS8TV2ORZX0Ntnad60sX+ucpDXyHExswckLSjaPc65+19rfATdWFeMzWxaEc9ld3+t5Tohn/Xuw1f0zY+6+yl3/8XdP5d0RNH0ZbukuXaqiRGt+xhtZg8r7oacUXQMnUrzdyS9KOnVluqI7hWXY5GgN9c767p+wPLrKuu1XQ7yaiUuZjarONh/J+kAHX87lSvGi4oRIB7LUSlkkyu+l9L8D0lv9i9IzSNeTy93DVtBNJIlvqmd+aKiKcsj7r7i7r+7+4ri7sg5SYdTJ0WMn7HLsUjQmzuf5oPaLfU6mwxq95S7HOSVPS5mdljSsuK26T3ufn6Nj6BduWJ8l6IZxPfpQRpuZq64NS5Jz6b3TjerLoaU+xj9a7WTWdJL4DcPUTc0lyu+M4qhFj+o6UT4j6QP08u7R6kkOjd2ORZt0Jt7L81nzGxTzdA9+xRX1c6uUc7ZtN4+M7u2ZpjFmcr3YWPkim/vMw9JWpL0taSDXDkvQq4YLyluiVfdJmm/op/BOUkfN64xhpErvp8o2p7faGY31fQxuD3NLzSvMoaQK75Xp/nWAct779O/YDxl/S/fCFxBbyi1P3xbMUb545XFz0m6RtJS/7iaZrbDzHZUyvlN0stp/WOVcp5I5b9FQrexcsU3vX9EEeMvJe0nlmXIuA8/6e5Hq5P+u4L+RnrvpdY2Bv+TMb5/Kx4mJ0nP9w+raGY7Jc0rhko9mXkTcBkZj9Fn0vyQmd3Rv8DM7pR0SNE++d18tUduZnZliu+t/e+P8jvpGg8qyqDm8bGfStqtGLP8M0l7+8dOTbe95e5WKeeGVM52xUHgI0UHlfsVbZX3ph8ZNlCO+JrZQUXno02Kdo5f1XzVT+6+0NJm4DJy7cMDyp4XDyrqVMZj9JSiw+AexZ2Q9xVXVucUTVuedvcXWt4cVGSM76KkRxVXyU9JWlUkdLOSrpK04O5Ptbw5qEh9tmbTy5sl3asYUad3UvWDuz+T1p2W9IWkVXefrpQz1O+kc7keSTrpk6RbFH/CFxU796qkE5K21KzrSv2KapZtIlorHAAAAPBJREFUSZ9bTeVcVCR027rexkmemsZXcXXN15gudL2dkzzl2odr1u3F/njX2zjJU8Zj9JTiLueKosPoz4qT7/u63sZJnnLEVzGSx7zixOuS4o7Ij4qTsge73sZJndL+tq7/TsUJ1cD/02F+J11PXEEHAAAACkIbdAAAAKAgJOgAAABAQUjQAQAAgIKQoAMAAAAFIUEHAAAACkKCDgAAABSEBB0AAAAoCAk6AAAAUBASdAAAAKAgJOgAAABAQUjQAQAAgIKQoAMAAAAFIUEHAAAACkKCDgAAABSEBB0AAAAoCAk6AAAAUBASdAAAAKAg/wK8vX8slTGOugAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 372
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_problem\n",
    "from pymoo.util.plotting import plot\n",
    "\n",
    "problem = get_problem(\"dascmop1\", 1)\n",
    "plot(problem.pareto_front(), no_fill=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DAS-CMOP7 (12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      ],
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_problem, get_visualization\n",
    "\n",
    "pf = get_problem(\"dascmop7\", 12).pareto_front()\n",
    "get_visualization(\"scatter\", angle=(45,45)).add(pf).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<sub>Python implementation by [cyrilpic](https://github.com/cyrilpic) based on the [original JAVA code](http://imagelab.stu.edu.cn/Content.aspx?type=content&Content_ID=1310).</sub>"
   ]
  }
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